base on Official implementation of Magic Clothing: Controllable Garment-Driven Image Synthesis # Magic Clothing (ACM Multimedia 2024) This repository is the official implementation of Magic Clothing Magic Clothing is a branch version of [OOTDiffusion](https://github.com/levihsu/OOTDiffusion), focusing on controllable garment-driven image synthesis <!-- Please refer to our [previous paper](https://arxiv.org/abs/2403.01779) for more details --> > **Magic Clothing: Controllable Garment-Driven Image Synthesis** [[arXiv paper](https://arxiv.org/abs/2404.09512)]<br> > [Weifeng Chen](https://github.com/ShineChen1024)\*, [Tao Gu](https://github.com/T-Gu)\*, [Yuhao Xu](http://levihsu.github.io/)\*⁺, [Chengcai Chen](https://www.researchgate.net/profile/Chengcai-Chen)<br> > \* Equal contribution ⁺ Corresponding author<br> > Xiao-i Research 📢📢 We are continuing to improve this project. Please check [earlyAccess branch](https://github.com/ShineChen1024/MagicClothing/tree/earlyAccess) for new features and updates : ) ## News 🔥 [2024/4/16] Our [paper](https://arxiv.org/abs/2404.09512) is available now! 🔥 [2024/3/8] We release the model weights trained on the 768 resolution. The strength of clothing and text prompts can be independently adjusted. 🤗 [Hugging Face link](https://huggingface.co/ShineChen1024/MagicClothing) 🔥 [2024/2/28] We support [IP-Adapter-FaceID](https://huggingface.co/h94/IP-Adapter-FaceID) with [ControlNet-Openpose](https://github.com/lllyasviel/ControlNet-v1-1-nightly) now! A portrait and a reference pose image can be used as additional conditions. Have fun with ***gradio_ipadapter_openpose.py*** 🔥 [2024/2/23] We support [IP-Adapter-FaceID](https://huggingface.co/h94/IP-Adapter-FaceID) now! A portrait image can be used as an additional condition. Have fun with ***gradio_ipadapter_faceid.py*** &nbsp; &nbsp; ## Installation 1. Clone the repository ```sh git clone https://github.com/ShineChen1024/MagicClothing.git ``` 2. Create a conda environment and install the required packages ```sh conda create -n magicloth python==3.10 conda activate magicloth pip install torch==2.0.1 torchvision==0.15.2 torchaudio==2.0.2 pip install -r requirements.txt ``` ## Inference 1. Python demo > 512 weights ```sh python inference.py --cloth_path [your cloth path] --model_path [your model checkpoints path] ``` > 768 weights ```sh python inference.py --cloth_path [your cloth path] --model_path [your model checkpoints path] --enable_cloth_guidance ``` 2. Gradio demo > 512 weights ```sh python gradio_generate.py --model_path [your model checkpoints path] ``` > 768 weights ```sh python gradio_generate.py --model_path [your model checkpoints path] --enable_cloth_guidance ``` ## Citation ``` @article{chen2024magic, title={Magic Clothing: Controllable Garment-Driven Image Synthesis}, author={Chen, Weifeng and Gu, Tao and Xu, Yuhao and Chen, Chengcai}, journal={arXiv preprint arXiv:2404.09512}, year={2024} } ``` ## TODO List - [x] Paper - [x] Gradio demo - [x] Inference code - [x] Model weights - [ ] Training code ", Assign "at most 3 tags" to the expected json: {"id":"9430","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"